model-aware-image-prompt-engineer

Model-aware image prompt engineering for any agent or image generation workflow. Use when writing, improving, translating, debugging, or evaluating prompts for OpenAI image models, Gemini Nano Banana, Midjourney, FLUX, Qwen-Image, Z-Image, Stable Diffusion, SDXL, Pony, Illustrious, NoobAI, Animagine, HunyuanImage, HiDream, OmniGen2, Sana, PixArt, Kolors, Chroma, Runway, Ideogram, Firefly, Recraft, Luma, Seedream, ComfyUI, A1111, Forge, Civitai, Hugging Face Spaces, Replicate, or provider wrappers. Trigger on requests to create prompts, improve prompts, convert prompts between models, fix rejected prompts, reduce false positives, preserve references, render text, create character sheets, product images, fashion images, anime images, diagrams, infographics, posters, UI mockups, or any image generation task where model behavior matters.